Dataset statistics
| Number of variables | 35 |
|---|---|
| Number of observations | 146267 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 35.4 MiB |
| Average record size in memory | 253.8 B |
Variable types
| BOOL | 25 |
|---|---|
| NUM | 9 |
| CAT | 1 |
Reproduction
| Analysis started | 2020-06-11 23:14:25.531464 |
|---|---|
| Analysis finished | 2020-06-11 23:14:59.794808 |
| Duration | 34.26 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
patientunitstayid has unique values | Unique |
| Distinct count | 146267 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1761820.897673433 |
|---|---|
| Minimum | 141168 |
| Maximum | 3353254 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 141168 |
|---|---|
| 5-th percentile | 228174.6 |
| Q1 | 967380.5 |
| median | 1682535 |
| Q3 | 2736056 |
| 95-th percentile | 3208001.1 |
| Maximum | 3353254 |
| Range | 3212086 |
| Interquartile range (IQR) | 1768675.5 |
Descriptive statistics
| Standard deviation | 982682.3096 |
|---|---|
| Coefficient of variation (CV) | 0.557765157 |
| Kurtosis | -1.29633439 |
| Mean | 1761820.898 |
| Median Absolute Deviation (MAD) | 897845 |
| Skewness | 0.03249551484 |
| Sum | 2.576962572e+11 |
| Variance | 9.656645217e+11 |
| Value | Count | Frequency (%) | |
| 2872418 | 1 | < 0.1% | |
| 173310 | 1 | < 0.1% | |
| 1645833 | 1 | < 0.1% | |
| 3239175 | 1 | < 0.1% | |
| 615686 | 1 | < 0.1% | |
| 3230979 | 1 | < 0.1% | |
| 2774779 | 1 | < 0.1% | |
| 3012203 | 1 | < 0.1% | |
| 1752317 | 1 | < 0.1% | |
| 341260 | 1 | < 0.1% | |
| Other values (146257) | 146257 | > 99.9% |
| Value | Count | Frequency (%) | |
| 141168 | 1 | < 0.1% | |
| 141194 | 1 | < 0.1% | |
| 141197 | 1 | < 0.1% | |
| 141203 | 1 | < 0.1% | |
| 141208 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 3353254 | 1 | < 0.1% | |
| 3353251 | 1 | < 0.1% | |
| 3353235 | 1 | < 0.1% | |
| 3353216 | 1 | < 0.1% | |
| 3353201 | 1 | < 0.1% |
label
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 0 | |
|---|---|
| 1 | 452 |
| Value | Count | Frequency (%) | |
| 0 | 145815 | 99.7% | |
| 1 | 452 | 0.3% |
age
Real number (ℝ≥0)
| Distinct count | 72 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 63.22381671874039 |
|---|---|
| Minimum | 19 |
| Maximum | 91 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 19 |
|---|---|
| 5-th percentile | 30 |
| Q1 | 53 |
| median | 65 |
| Q3 | 76 |
| 95-th percentile | 88 |
| Maximum | 91 |
| Range | 72 |
| Interquartile range (IQR) | 23 |
Descriptive statistics
| Standard deviation | 16.90112089 |
|---|---|
| Coefficient of variation (CV) | 0.2673220595 |
| Kurtosis | -0.2856809446 |
| Mean | 63.22381672 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | -0.511601956 |
| Sum | 9247558 |
| Variance | 285.6478875 |
| Value | Count | Frequency (%) | |
| 91 | 5077 | 3.5% | |
| 67 | 3706 | 2.5% | |
| 68 | 3548 | 2.4% | |
| 71 | 3471 | 2.4% | |
| 72 | 3458 | 2.4% | |
| 66 | 3422 | 2.3% | |
| 65 | 3381 | 2.3% | |
| 63 | 3311 | 2.3% | |
| 70 | 3296 | 2.3% | |
| 62 | 3216 | 2.2% | |
| Other values (62) | 110381 | 75.5% |
| Value | Count | Frequency (%) | |
| 19 | 537 | 0.4% | |
| 20 | 517 | 0.4% | |
| 21 | 601 | 0.4% | |
| 22 | 595 | 0.4% | |
| 23 | 615 | 0.4% |
| Value | Count | Frequency (%) | |
| 91 | 5077 | 3.5% | |
| 89 | 1391 | 1.0% | |
| 88 | 1587 | 1.1% | |
| 87 | 1827 | 1.2% | |
| 86 | 1995 | 1.4% |
admissionweight
Real number (ℝ≥0)
| Distinct count | 4196 |
|---|---|
| Unique (%) | 2.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 84.0307176601694 |
|---|---|
| Minimum | 40.1 |
| Maximum | 396.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 40.1 |
|---|---|
| 5-th percentile | 51 |
| Q1 | 66.6 |
| median | 80 |
| Q3 | 96.8 |
| 95-th percentile | 129.8 |
| Maximum | 396.9 |
| Range | 356.8 |
| Interquartile range (IQR) | 30.2 |
Descriptive statistics
| Standard deviation | 25.52466374 |
|---|---|
| Coefficient of variation (CV) | 0.3037539658 |
| Kurtosis | 4.558820796 |
| Mean | 84.03071766 |
| Median Absolute Deviation (MAD) | 14.9 |
| Skewness | 1.446893105 |
| Sum | 12290920.98 |
| Variance | 651.508459 |
| Value | Count | Frequency (%) | |
| 68 | 1662 | 1.1% | |
| 81.6 | 1409 | 1.0% | |
| 63.5 | 1364 | 0.9% | |
| 90.7 | 1259 | 0.9% | |
| 77.1 | 1197 | 0.8% | |
| 72.6 | 924 | 0.6% | |
| 59 | 911 | 0.6% | |
| 75 | 875 | 0.6% | |
| 74.8 | 856 | 0.6% | |
| 70 | 837 | 0.6% | |
| Other values (4186) | 134973 | 92.3% |
| Value | Count | Frequency (%) | |
| 40.1 | 19 | < 0.1% | |
| 40.2 | 12 | < 0.1% | |
| 40.3 | 25 | < 0.1% | |
| 40.37 | 5 | < 0.1% | |
| 40.4 | 25 | < 0.1% |
| Value | Count | Frequency (%) | |
| 396.9 | 1 | < 0.1% | |
| 362.8 | 1 | < 0.1% | |
| 334.2 | 1 | < 0.1% | |
| 313.4 | 1 | < 0.1% | |
| 313 | 1 | < 0.1% |
admissionheight
Real number (ℝ≥0)
| Distinct count | 578 |
|---|---|
| Unique (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 169.67951622717356 |
|---|---|
| Minimum | 101.6 |
| Maximum | 227.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 101.6 |
|---|---|
| 5-th percentile | 152.4 |
| Q1 | 162.56 |
| median | 170.1 |
| Q3 | 177.8 |
| 95-th percentile | 187.9 |
| Maximum | 227.3 |
| Range | 125.7 |
| Interquartile range (IQR) | 15.24 |
Descriptive statistics
| Standard deviation | 10.85334332 |
|---|---|
| Coefficient of variation (CV) | 0.06396378046 |
| Kurtosis | 0.2086350256 |
| Mean | 169.6795162 |
| Median Absolute Deviation (MAD) | 7.7 |
| Skewness | -0.1583090499 |
| Sum | 24818513.8 |
| Variance | 117.7950613 |
| Value | Count | Frequency (%) | |
| 167.6 | 8597 | 5.9% | |
| 177.8 | 8550 | 5.8% | |
| 160 | 8481 | 5.8% | |
| 172.7 | 7884 | 5.4% | |
| 165.1 | 7768 | 5.3% | |
| 170.2 | 6751 | 4.6% | |
| 162.6 | 6544 | 4.5% | |
| 175.3 | 6021 | 4.1% | |
| 182.9 | 5979 | 4.1% | |
| 180.3 | 5727 | 3.9% | |
| Other values (568) | 73965 | 50.6% |
| Value | Count | Frequency (%) | |
| 101.6 | 3 | < 0.1% | |
| 101.7 | 1 | < 0.1% | |
| 102.9 | 1 | < 0.1% | |
| 103 | 1 | < 0.1% | |
| 104 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 227.3 | 2 | < 0.1% | |
| 218.4 | 1 | < 0.1% | |
| 218 | 1 | < 0.1% | |
| 213.4 | 2 | < 0.1% | |
| 213 | 1 | < 0.1% |
bmi
Real number (ℝ≥0)
| Distinct count | 45143 |
|---|---|
| Unique (%) | 30.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.129880421693137 |
|---|---|
| Minimum | 11.543684925305568 |
| Maximum | 145.40429527440193 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 11.54368493 |
|---|---|
| 5-th percentile | 19.02522366 |
| Q1 | 23.58983547 |
| median | 27.52960509 |
| Q3 | 32.8125 |
| 95-th percentile | 44.39340172 |
| Maximum | 145.4042953 |
| Range | 133.8606103 |
| Interquartile range (IQR) | 9.222664532 |
Descriptive statistics
| Standard deviation | 8.330620073 |
|---|---|
| Coefficient of variation (CV) | 0.2859819523 |
| Kurtosis | 6.699724974 |
| Mean | 29.12988042 |
| Median Absolute Deviation (MAD) | 4.458424967 |
| Skewness | 1.760076924 |
| Sum | 4260740.22 |
| Variance | 69.3992308 |
| Value | Count | Frequency (%) | |
| 24.20811 | 141 | 0.1% | |
| 28.69087371 | 129 | 0.1% | |
| 24.94679546 | 126 | 0.1% | |
| 27.35933163 | 124 | 0.1% | |
| 24.01776785 | 124 | 0.1% | |
| 23.29590458 | 124 | 0.1% | |
| 25.81229652 | 121 | 0.1% | |
| 22.60610272 | 120 | 0.1% | |
| 23.47414599 | 117 | 0.1% | |
| 29.049732 | 116 | 0.1% | |
| Other values (45133) | 145025 | 99.2% |
| Value | Count | Frequency (%) | |
| 11.54368493 | 2 | < 0.1% | |
| 11.78695759 | 1 | < 0.1% | |
| 11.89881873 | 1 | < 0.1% | |
| 12.15362178 | 1 | < 0.1% | |
| 12.1831049 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 145.4042953 | 1 | < 0.1% | |
| 144.1728955 | 1 | < 0.1% | |
| 131.3723148 | 2 | < 0.1% | |
| 129.1567971 | 1 | < 0.1% | |
| 126.7296786 | 1 | < 0.1% |
gender_Female
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 142.8 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 79654 | 54.5% | |
| 1 | 66613 | 45.5% |
ethnicity_African American
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 142.8 KiB |
| 0 | |
|---|---|
| 1 | 16119 |
| Value | Count | Frequency (%) | |
| 0 | 130148 | 89.0% | |
| 1 | 16119 | 11.0% |
ethnicity_Asian
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 142.8 KiB |
| 0 | |
|---|---|
| 1 | 2447 |
| Value | Count | Frequency (%) | |
| 0 | 143820 | 98.3% | |
| 1 | 2447 | 1.7% |
ethnicity_Caucasian
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 142.8 KiB |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 113989 | 77.9% | |
| 0 | 32278 | 22.1% |
ethnicity_Hispanic
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 142.8 KiB |
| 0 | |
|---|---|
| 1 | 5534 |
| Value | Count | Frequency (%) | |
| 0 | 140733 | 96.2% | |
| 1 | 5534 | 3.8% |
ethnicity_Native American
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 142.8 KiB |
| 0 | |
|---|---|
| 1 | 1149 |
| Value | Count | Frequency (%) | |
| 0 | 145118 | 99.2% | |
| 1 | 1149 | 0.8% |
ethnicity_Other/Unknown
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 142.8 KiB |
| 0 | |
|---|---|
| 1 | 7029 |
| Value | Count | Frequency (%) | |
| 0 | 139238 | 95.2% | |
| 1 | 7029 | 4.8% |
unitstaytype_admit
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 142.8 KiB |
| 1 | |
|---|---|
| 0 | 13324 |
| Value | Count | Frequency (%) | |
| 1 | 132943 | 90.9% | |
| 0 | 13324 | 9.1% |
unitstaytype_readmit
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 142.8 KiB |
| 0 | |
|---|---|
| 1 | 7168 |
| Value | Count | Frequency (%) | |
| 0 | 139099 | 95.1% | |
| 1 | 7168 | 4.9% |
unitstaytype_transfer
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 142.8 KiB |
| 0 | |
|---|---|
| 1 | 6156 |
| Value | Count | Frequency (%) | |
| 0 | 140111 | 95.8% | |
| 1 | 6156 | 4.2% |
verbal
Real number (ℝ≥0)
| Distinct count | 5 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.038573294044453 |
|---|---|
| Minimum | 1 |
| Maximum | 5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 5 |
| Q3 | 5 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.52568242 |
|---|---|
| Coefficient of variation (CV) | 0.3777775736 |
| Kurtosis | -0.08317229152 |
| Mean | 4.038573294 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -1.278498631 |
| Sum | 590710 |
| Variance | 2.327706846 |
| Value | Count | Frequency (%) | |
| 5 | 93556 | 64.0% | |
| 1 | 25449 | 17.4% | |
| 4 | 18954 | 13.0% | |
| 3 | 5049 | 3.5% | |
| 2 | 3259 | 2.2% |
| Value | Count | Frequency (%) | |
| 1 | 25449 | 17.4% | |
| 2 | 3259 | 2.2% | |
| 3 | 5049 | 3.5% | |
| 4 | 18954 | 13.0% | |
| 5 | 93556 | 64.0% |
| Value | Count | Frequency (%) | |
| 5 | 93556 | 64.0% | |
| 4 | 18954 | 13.0% | |
| 3 | 5049 | 3.5% | |
| 2 | 3259 | 2.2% | |
| 1 | 25449 | 17.4% |
motor
Real number (ℝ≥0)
| Distinct count | 6 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.513943678341663 |
|---|---|
| Minimum | 1 |
| Maximum | 6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 6 |
| median | 6 |
| Q3 | 6 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 5 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.217818093 |
|---|---|
| Coefficient of variation (CV) | 0.22086154 |
| Kurtosis | 7.419355098 |
| Mean | 5.513943678 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -2.869075097 |
| Sum | 806508 |
| Variance | 1.483080906 |
| Value | Count | Frequency (%) | |
| 6 | 116829 | 79.9% | |
| 5 | 12745 | 8.7% | |
| 1 | 7686 | 5.3% | |
| 4 | 7618 | 5.2% | |
| 3 | 873 | 0.6% | |
| 2 | 516 | 0.4% |
| Value | Count | Frequency (%) | |
| 1 | 7686 | 5.3% | |
| 2 | 516 | 0.4% | |
| 3 | 873 | 0.6% | |
| 4 | 7618 | 5.2% | |
| 5 | 12745 | 8.7% |
| Value | Count | Frequency (%) | |
| 6 | 116829 | 79.9% | |
| 5 | 12745 | 8.7% | |
| 4 | 7618 | 5.2% | |
| 3 | 873 | 0.6% | |
| 2 | 516 | 0.4% |
eyes
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 4 | |
|---|---|
| 3 | |
| 1 | 11855 |
| 2 | 7350 |
| Value | Count | Frequency (%) | |
| 4 | 104794 | 71.6% | |
| 3 | 22268 | 15.2% | |
| 1 | 11855 | 8.1% | |
| 2 | 7350 | 5.0% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
thrombolytics
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 0 | |
|---|---|
| 1 | 2479 |
| Value | Count | Frequency (%) | |
| 0 | 143788 | 98.3% | |
| 1 | 2479 | 1.7% |
aids
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 0 | |
|---|---|
| 1 | 172 |
| Value | Count | Frequency (%) | |
| 0 | 146095 | 99.9% | |
| 1 | 172 | 0.1% |
hepaticfailure
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 0 | |
|---|---|
| 1 | 2432 |
| Value | Count | Frequency (%) | |
| 0 | 143835 | 98.3% | |
| 1 | 2432 | 1.7% |
lymphoma
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 0 | |
|---|---|
| 1 | 690 |
| Value | Count | Frequency (%) | |
| 0 | 145577 | 99.5% | |
| 1 | 690 | 0.5% |
metastaticcancer
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 0 | |
|---|---|
| 1 | 3073 |
| Value | Count | Frequency (%) | |
| 0 | 143194 | 97.9% | |
| 1 | 3073 | 2.1% |
leukemia
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 0 | |
|---|---|
| 1 | 1105 |
| Value | Count | Frequency (%) | |
| 0 | 145162 | 99.2% | |
| 1 | 1105 | 0.8% |
immunosuppression
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 0 | |
|---|---|
| 1 | 4084 |
| Value | Count | Frequency (%) | |
| 0 | 142183 | 97.2% | |
| 1 | 4084 | 2.8% |
cirrhosis
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 0 | |
|---|---|
| 1 | 2806 |
| Value | Count | Frequency (%) | |
| 0 | 143461 | 98.1% | |
| 1 | 2806 | 1.9% |
activetx
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 85367 | 58.4% | |
| 0 | 60900 | 41.6% |
ima
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 0 | |
|---|---|
| 1 | 4543 |
| Value | Count | Frequency (%) | |
| 0 | 141724 | 96.9% | |
| 1 | 4543 | 3.1% |
midur
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 0 | |
|---|---|
| 1 | 1388 |
| Value | Count | Frequency (%) | |
| 0 | 144879 | 99.1% | |
| 1 | 1388 | 0.9% |
oobventday1
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 98391 | 67.3% | |
| 1 | 47876 | 32.7% |
oobintubday1
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 109044 | 74.6% | |
| 1 | 37223 | 25.4% |
diabetes
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 111042 | 75.9% | |
| 1 | 35225 | 24.1% |
visitnumber
Real number (ℝ≥0)
| Distinct count | 8 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.0626935672434656 |
|---|---|
| Minimum | 1 |
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 7 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.2840225017 |
|---|---|
| Coefficient of variation (CV) | 0.2672666048 |
| Kurtosis | 51.00714779 |
| Mean | 1.062693567 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.900270483 |
| Sum | 155437 |
| Variance | 0.08066878146 |
| Value | Count | Frequency (%) | |
| 1 | 138324 | 94.6% | |
| 2 | 6976 | 4.8% | |
| 3 | 784 | 0.5% | |
| 4 | 133 | 0.1% | |
| 5 | 32 | < 0.1% | |
| 6 | 11 | < 0.1% | |
| 7 | 5 | < 0.1% | |
| 8 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 138324 | 94.6% | |
| 2 | 6976 | 4.8% | |
| 3 | 784 | 0.5% | |
| 4 | 133 | 0.1% | |
| 5 | 32 | < 0.1% |
| Value | Count | Frequency (%) | |
| 8 | 2 | < 0.1% | |
| 7 | 5 | < 0.1% | |
| 6 | 11 | < 0.1% | |
| 5 | 32 | < 0.1% | |
| 4 | 133 | 0.1% |
heartrate
Real number (ℝ≥0)
| Distinct count | 118715 |
|---|---|
| Unique (%) | 81.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 84.2589246210441 |
|---|---|
| Minimum | 0.0 |
| Maximum | 172.66666666666663 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 60.05188634 |
| Q1 | 72.36933798 |
| median | 83 |
| Q3 | 94.89955996 |
| 95-th percentile | 112.9533373 |
| Maximum | 172.6666667 |
| Range | 172.6666667 |
| Interquartile range (IQR) | 22.53022198 |
Descriptive statistics
| Standard deviation | 16.34307436 |
|---|---|
| Coefficient of variation (CV) | 0.193962532 |
| Kurtosis | 0.08713487727 |
| Mean | 84.25892462 |
| Median Absolute Deviation (MAD) | 11.19736842 |
| Skewness | 0.3805836678 |
| Sum | 12324300.13 |
| Variance | 267.0960795 |
| Value | Count | Frequency (%) | |
| 80 | 50 | < 0.1% | |
| 70 | 49 | < 0.1% | |
| 76 | 31 | < 0.1% | |
| 69 | 28 | < 0.1% | |
| 90 | 23 | < 0.1% | |
| 67 | 23 | < 0.1% | |
| 68 | 23 | < 0.1% | |
| 78 | 23 | < 0.1% | |
| 81 | 22 | < 0.1% | |
| 86 | 22 | < 0.1% | |
| Other values (118705) | 145973 | 99.8% |
| Value | Count | Frequency (%) | |
| 0 | 2 | < 0.1% | |
| 1.533333333 | 1 | < 0.1% | |
| 6.41025641 | 1 | < 0.1% | |
| 29.40298507 | 1 | < 0.1% | |
| 29.63799283 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 172.6666667 | 1 | < 0.1% | |
| 172.3333333 | 1 | < 0.1% | |
| 163.1666667 | 1 | < 0.1% | |
| 162.1465517 | 1 | < 0.1% | |
| 161.8333333 | 1 | < 0.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| patientunitstayid | label | age | admissionweight | admissionheight | bmi | gender_Female | ethnicity_African American | ethnicity_Asian | ethnicity_Caucasian | ethnicity_Hispanic | ethnicity_Native American | ethnicity_Other/Unknown | unitstaytype_admit | unitstaytype_readmit | unitstaytype_transfer | verbal | motor | eyes | thrombolytics | aids | hepaticfailure | lymphoma | metastaticcancer | leukemia | immunosuppression | cirrhosis | activetx | ima | midur | oobventday1 | oobintubday1 | diabetes | visitnumber | heartrate | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 141168 | 0 | 70 | 84.3 | 152.4 | 36.295906 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 5 | 6 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 125.052830 |
| 1 | 141194 | 0 | 68 | 73.9 | 180.3 | 22.732803 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 4 | 6 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 86.860627 |
| 2 | 141197 | 0 | 71 | 102.1 | 162.6 | 38.617545 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 5 | 6 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 97.307692 |
| 3 | 141203 | 0 | 77 | 70.2 | 160.0 | 27.421875 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 3 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 1 | 91.543554 |
| 4 | 141208 | 0 | 25 | 95.3 | 172.7 | 31.952749 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 5 | 6 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 77.817460 |
| 5 | 141227 | 0 | 82 | 82.2 | 185.4 | 23.914007 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 4 | 6 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 108.975610 |
| 6 | 141229 | 0 | 91 | 89.8 | 160.0 | 35.078125 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 5 | 6 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 66.225806 |
| 7 | 141233 | 0 | 81 | 61.7 | 165.1 | 22.635548 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 5 | 6 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 0 | 1 | 106.710801 |
| 8 | 141244 | 0 | 59 | 92.3 | 180.3 | 28.392932 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 5 | 6 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 103.253472 |
| 9 | 141260 | 0 | 43 | 69.9 | 172.7 | 23.436486 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 5 | 6 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 72.793651 |
Last rows
| patientunitstayid | label | age | admissionweight | admissionheight | bmi | gender_Female | ethnicity_African American | ethnicity_Asian | ethnicity_Caucasian | ethnicity_Hispanic | ethnicity_Native American | ethnicity_Other/Unknown | unitstaytype_admit | unitstaytype_readmit | unitstaytype_transfer | verbal | motor | eyes | thrombolytics | aids | hepaticfailure | lymphoma | metastaticcancer | leukemia | immunosuppression | cirrhosis | activetx | ima | midur | oobventday1 | oobintubday1 | diabetes | visitnumber | heartrate | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 146257 | 3353194 | 0 | 51 | 63.05 | 170.2 | 21.765366 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 1 | 1 | 80.391608 |
| 146258 | 3353196 | 0 | 66 | 71.50 | 157.5 | 28.823381 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 5 | 6 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 2 | 93.156780 |
| 146259 | 3353197 | 0 | 66 | 71.50 | 157.5 | 28.823381 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 3 | 6 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 1 | 0 | 1 | 98.879433 |
| 146260 | 3353198 | 0 | 66 | 71.50 | 157.5 | 28.823381 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 4 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 0 | 4 | 77.864769 |
| 146261 | 3353200 | 0 | 66 | 71.50 | 157.5 | 28.823381 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 5 | 6 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 0 | 5 | 97.790210 |
| 146262 | 3353201 | 0 | 66 | 71.50 | 157.5 | 28.823381 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 5 | 6 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 0 | 3 | 79.658451 |
| 146263 | 3353216 | 0 | 50 | 55.40 | 165.1 | 20.324301 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 5 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 0 | 1 | 69.608541 |
| 146264 | 3353235 | 0 | 50 | 90.00 | 175.3 | 29.287256 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 5 | 6 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 87.089623 |
| 146265 | 3353251 | 0 | 73 | 102.00 | 177.8 | 32.265371 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 1 | 1 | 71.550877 |
| 146266 | 3353254 | 0 | 81 | 83.90 | 185.4 | 24.408579 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 5 | 6 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 76.178571 |